{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from fbprophet import Prophet\n",
    "from fbprophet.plot import add_changepoints_to_plot\n",
    "from fbprophet.diagnostics import cross_validation\n",
    "from fbprophet.diagnostics import performance_metrics\n",
    "from fbprophet.plot import plot_cross_validation_metric\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/covid_us.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Active</th>\n",
       "      <th>share_of_last_week</th>\n",
       "      <th>percentage</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>32.3182</td>\n",
       "      <td>-86.9023</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.03185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>61.3707</td>\n",
       "      <td>-152.4044</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.31545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>American Samoa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>33.7298</td>\n",
       "      <td>-111.4312</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>72.78717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>34.9697</td>\n",
       "      <td>-92.3731</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.17804</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date  Country/Region  Latitude  Longitude  Confirmed  Deaths  \\\n",
       "0  2020-01-22         Alabama   32.3182   -86.9023          0       0   \n",
       "1  2020-01-22          Alaska   61.3707  -152.4044          0       0   \n",
       "2  2020-01-22  American Samoa       NaN        NaN          0       0   \n",
       "3  2020-01-22         Arizona   33.7298  -111.4312          0       0   \n",
       "4  2020-01-22        Arkansas   34.9697   -92.3731          0       0   \n",
       "\n",
       "   Recovered  Active  share_of_last_week  percentage  population  \n",
       "0          0       0                 0.0         0.0    49.03185  \n",
       "1          0       0                 0.0         0.0     7.31545  \n",
       "2          0       0                 0.0         0.0         NaN  \n",
       "3          0       0                 0.0         0.0    72.78717  \n",
       "4          0       0                 0.0         0.0    30.17804  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ny = pd.DataFrame()\n",
    "ny['ds'] = pd.to_datetime(data[data['Country/Region'] == 'New York']['date'])\n",
    "ny['y'] = (data[data['Country/Region'] == 'New York']['Confirmed'] / \n",
    "           (data[data['Country/Region'] == 'New York']['population'] * 1000))\n",
    "\n",
    "ca = pd.DataFrame()\n",
    "ca['ds'] = pd.to_datetime(data[data['Country/Region'] == 'California']['date'])\n",
    "ca['y'] = (data[data['Country/Region'] == 'California']['Confirmed'] / \n",
    "           (data[data['Country/Region'] == 'California']['population'] * 1000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "cap = 3\n",
    "floor = 0\n",
    "ny['cap'] = cap\n",
    "ny['floor'] = floor\n",
    "ny = ny.reset_index(drop=True)\n",
    "ca['cap'] = cap\n",
    "ca['floor'] = floor\n",
    "ca = ca.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "      <th>cap</th>\n",
       "      <th>floor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-01-24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-01-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-01-26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ds    y  cap  floor\n",
       "0 2020-01-22  0.0    3      0\n",
       "1 2020-01-23  0.0    3      0\n",
       "2 2020-01-24  0.0    3      0\n",
       "3 2020-01-25  0.0    3      0\n",
       "4 2020-01-26  0.0    3      0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ny.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "      <th>cap</th>\n",
       "      <th>floor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>2020-08-13</td>\n",
       "      <td>2.176671</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>2020-08-14</td>\n",
       "      <td>2.180408</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>2020-08-15</td>\n",
       "      <td>2.184181</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>2020-08-16</td>\n",
       "      <td>2.187301</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>2020-08-17</td>\n",
       "      <td>2.189399</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ds         y  cap  floor\n",
       "204 2020-08-13  2.176671    3      0\n",
       "205 2020-08-14  2.180408    3      0\n",
       "206 2020-08-15  2.184181    3      0\n",
       "207 2020-08-16  2.187301    3      0\n",
       "208 2020-08-17  2.189399    3      0"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ny.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "209\n",
      "209\n"
     ]
    }
   ],
   "source": [
    "print(len(ny))\n",
    "print(len(ca))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x13b0fcc6f88>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=ny.ds, y=ny.y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x13b0fd88ec8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FWkUOdDN7TZFeOXgVaFX5pqiZAcUWDYFXgVaZA93MgGRqYq8w9/TEaisU6JK2SDoo6ZCkO3LavVPSSUnvK69EM+un2YUWb7/nz3OnJoKnJ9ZBzzF0SWPAfcCVJIdB75W0KyKe6dLuMyRH1ZlZDRQdMz9r3Th3vfsih3nFFbkpeilwKCKeB5D0MHAt8ExHu48DXwHeWWqFZla6ojNZAD5w+RS/fd1bB1CVrVaRQN8AvJD6fhG4LN1A0gbgvcAvkRPokrYCWwGmpqaWW6uZlaBorxySqYkO8/ooEujq8lzn78Lngdsj4qTUrXn7hyK2A9sBpqeni/w+mVlJltMrB09NrKMigb4InJv6fiNwpKPNNPBwO8zXA9dIOhERs6VUaWarspxeOXjMvK6KBPpeYLOk84AWcD1wY7pBRJy39FjSA8DXHOZmw7fcXvnSTBYPs9RTz0CPiBOSbiWZvTIG7IiIA5JuaV/f1ucazWwF3CsfPYWW/kfEbmB3x3Ndgzwibl59WWa2Uu6Vjy7v5WLWIO6VjzYHulnNLbdHDu6VN5UD3azGZhda3PafnuT4qeKzgN0rby4HulkNuVdu3TjQzWrmztn9/PGew8v6GffKR4MD3awm3Cu3XhzoZhU2u9BiZu4grZePLftn3SsfPQ50s4pa7hTEJQ7y0eVAN6uYlQytAIyPiZn3+TShUeZAN6uQlfbK33DmGP/+vT7nc9Q50M0qYKW9cg+vWJoD3WxIVnPD07NXrBsHutkQrHRoBWDDxFpuu+oC98rtNA50swFZ6bAKeGjFinGgmw3ASlZ3godWbHkc6GZ9spoeObhXbstXKNAlbQG+QHJi0f0R8emO6zcBt7e//T7w0Yh4ssxCzepgtSEO7pXbyvUMdEljwH3AlSQHRu+VtCsinkk1+zbwixHxj5KuBrYDl/WjYLOqKSPEl/iGp61GkR76pcChiHgeQNLDwLXAa4EeEY+n2u8BNpZZpFkVlRXkHlqxshQJ9A3AC6nvF8nvfX8Y+Hq3C5K2AlsBpqamCpZoVh2rmTveyas7rWxFAl1dnus6fVbSu0gC/ee7XY+I7STDMUxPT69kCq7ZwJUZ4uAeufVPkUBfBM5Nfb8RONLZSNLbgPuBqyPiu+WUZzY8swstPrnzKY4dP1XK6znIrd+KBPpeYLOk84AWcD1wY7qBpClgJ/DrEfFc6VWaDVCZNzkd4jZIPQM9Ik5IuhWYI5m2uCMiDki6pX19G/Ap4E3AFyUBnIiI6f6VbVauModVHOI2LIoYzlD29PR0zM/PD+W9zaDcEPfccRsUSU9kdZi9UtRGStk3OMFzx606HOjWeA5xGxUOdGukfoS4x8at6hzo1gj9CHDw2LjViwPdam81h0Xk8bCK1Y0D3WqpzLniaQ5xqzMHutWGQ9wsnwPdKs0hblacA90qI31jU2TsALcKDnFrOge6DU1e77usMPdUQxslDnQbmH4Nn6Q5wG2UOdCtrwYR4uAgNwMHuvWBQ9xsOBzotir9vpHZySFuls2BboX16nn3K8wd4mbFONANGNwwSZ6lHr6nF5qtTKFAl7QF+ALJiUX3R8SnO66rff0a4AfAzRHxv0qudeD/vLf+OkNwKhzgZmXpGeiSxoD7gCtJDozeK2lXRDyTanY1sLn9dRnwe+0/S5Mc2LufY8dPAg7zuvLwiVn/FOmhXwociojnASQ9DFwLpAP9WuDBSM6z2yNpQtLZEfH3ZRU6M3fwtTC3enGImw1GkUDfALyQ+n6R03vf3dpsAF4X6JK2AlsBpqamllXokZL3ubb+coibDV6RQFeX5zpHPIq0ISK2A9shOSS6wHu/5pyJtaUfXmCr53Fws+ooEuiLwLmp7zcCR1bQZlVuu+qC142h23C4521WXUUCfS+wWdJ5QAu4Hrixo80u4Nb2+PplwCtljp8DrwWIZ7n0j8ParN56BnpEnJB0KzBHMm1xR0QckHRL+/o2YDfJlMVDJNMWP9SPYq+7ZIPDxswsQ6F56BGxmyS0089tSz0O4GPllmZmZstxxrALMDOzcjjQzcwawoFuZtYQDnQzs4ZQcj9zCG8sHQX+bghvvR54aQjvu1x1qbNT3equW71Qv5rrVi9Uu+afiojJbheGFujDImk+IqaHXUcvdamzU93qrlu9UL+a61Yv1LNm8JCLmVljONDNzBpiFAN9+7ALKKgudXaqW911qxfqV3Pd6oV61jx6Y+hmZk01ij10M7NGcqCbmTVFRFT6i2Sf9b8AngUOAL/Rfv4ngP8C/G37z7Paz18JPAHsb//5S6nXekf7+UPA79Iecurynl3bAf+G5Oi9p4D/RjIftIp13tJ+fh/wP4AL6/D5pq6/j2R35Okq1wvcDBxtf877gI/U4TMG3k/ye3wA+JMq1wv8x9Tn+xzwctU/Y2CqXcsCSVZcM7C8HNQbrbhAOBv42fbjN7b/o14IfBa4o/38HcBn2o8vAc5pP/6nQCv1Wv8T+DmSE5a+Dlyd8Z5d2wHvAta1H38U+NOK1vljqTbvAb5Rh883VcNjwB66B3pl6iUJ9Htr9ju8mSRoloLtzVWut6PNx0m27676Z7wd+Gj78YXAd3r9jpT1NfTAXnbB8FWSv10PAmen/mMe7NJWwHeBH2m3+ZvUtRuA38/4xSjS7hLgmzWo8wbg63X5fIHPA78KPEqXQK9SvRQM9IrV/Fky/iVRxXo72j0OXFn1moHfB25vP/454PHl/o6s9KtWY+iSNpEE6V8DPxntU5Haf765y4/8GrAQEf+H5NDqxdS1pYOsOxVt92GSv5UrWaekj0n6Fsn/wP+qW51Vq1vSJcC5EfG1OtS79JqSnpL0Z5LOpYcK1Hw+cL6kb0raI2lLxetdquOngPOA/55Xb0Vqvhv4gKRFknMkPt6r5rLUJtAl/SjwFeBfR8T/LtD+IuAzwL9ceqpLs+j2o73aSfoAMA3MVLXOiLgvIn4auB24s0AdQ61b0hkk46Wf6PXeVai3/ecjwKaIeBvwX4E/rEHNa0iGXa4g6VXeL2miwvUuuR74s4jIPVS4IjXfADwQERtJTnL7o/bvd9/VItAljZP8R/pSROxsP/0Pks5uXz8beDHVfiPwn4EPRsS32k8vkhxevWQjcETSmKR97a9/l9Uu9dr/HPi3wHvaf6NXss6Uh4HrujxftbrfSDKW+aik7wCXA7sknbafRkXqJSK+m/od+AOSm2RdVaXm9rWvRsTxiPg2yZDE5grXu+R64KHOOita84eBLwNExF8B/4Rks6/+G9TYzkq/SP4mfBD4fMfzM7z+Zsdn248ngCeBX+vyWntJgmLpJkbXu89Z7Uj+GfctYHPF69ycavNuYL4On29Hm0fpflO0MvXSHpttP34vsKfqnzGwBfjD9uP1wAvAm6pab/vaBcB3yJhtUrWa249vbj/+GZKgz6y9zK++v8GqC4SfJ/mnzFP8/+lL1wBvIpk6+LftP3+i3f5O4NVU23207+STDJM8TRLK92Z9yFntSP5Z/Q+p191V0Tq/QDJ1ax/J9KmL6vD5drR5lO6BXpl6gd9pf85Ptj/nt1T9MyYJn/9AMm1xP3B9lettX7sb+HSNcuJC4Jvt34t9wC8PKi+99N/MrCFqMYZuZma9OdDNzBrCgW5m1hAOdDOzhnCgm5k1hAPdzKwhHOhmZg3x/wD0TML0Xnhr1QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=ca.ds, y=ca.y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Making 6 forecasts with cutoffs between 2020-03-05 00:00:00 and 2020-05-19 00:00:00\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d9b7139054004a19b2f76e624f7b45dd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=6.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mape: 64.51%\n"
     ]
    }
   ],
   "source": [
    "prophet = Prophet(growth='linear',\n",
    "                  n_changepoints=25,\n",
    "                  changepoint_range=0.8,\n",
    "                  yearly_seasonality=False,\n",
    "                  weekly_seasonality=True,\n",
    "                  daily_seasonality=False,\n",
    "                  holidays=None,\n",
    "                  seasonality_mode='additive',\n",
    "                  seasonality_prior_scale=10,\n",
    "                  changepoint_prior_scale=.05,\n",
    "                  mcmc_samples=0)\n",
    "prophet.fit(ny)\n",
    "future = prophet.make_future_dataframe(periods=60, freq='D')\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()\n",
    "df_cv = cross_validation(prophet, initial='30 days', period='15 days', horizon = '90 days')\n",
    "df_p = performance_metrics(df_cv)\n",
    "fig = plot_cross_validation_metric(df_cv, metric='mape')\n",
    "plt.show()\n",
    "print('mape:', '{:.2f}%'.format(100 * df_p['mape'].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Making 6 forecasts with cutoffs between 2020-03-05 00:00:00 and 2020-05-19 00:00:00\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2e30167d8bc944f49e4d2d22bf12daba",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=6.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mape: 340.68%\n"
     ]
    }
   ],
   "source": [
    "prophet = Prophet(growth='logistic',\n",
    "                  n_changepoints=25,\n",
    "                  changepoint_range=0.8,\n",
    "                  yearly_seasonality=False,\n",
    "                  weekly_seasonality=True,\n",
    "                  daily_seasonality=False,\n",
    "                  holidays=None,\n",
    "                  seasonality_mode='additive',\n",
    "                  seasonality_prior_scale=10,\n",
    "                  changepoint_prior_scale=.1,\n",
    "                  mcmc_samples=0)\n",
    "prophet.fit(ny)\n",
    "future = prophet.make_future_dataframe(periods=60, freq='D')\n",
    "future['cap'] = cap\n",
    "future['floor'] = floor\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()\n",
    "df_cv = cross_validation(prophet, initial='30 days', period='15 days', horizon = '90 days')\n",
    "df_p = performance_metrics(df_cv)\n",
    "fig = plot_cross_validation_metric(df_cv, metric='mape')\n",
    "plt.show()\n",
    "print('mape:', '{:.2f}%'.format(100 * df_p['mape'].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for scale in [.01, .05, .1]:\n",
    "    prophet = Prophet(growth='logistic',\n",
    "                      n_changepoints=25,\n",
    "                      changepoint_range=0.8,\n",
    "                      yearly_seasonality=False,\n",
    "                      weekly_seasonality=True,\n",
    "                      daily_seasonality=False,\n",
    "                      holidays=None,\n",
    "                      seasonality_mode='additive',\n",
    "                      seasonality_prior_scale=10,\n",
    "                      changepoint_prior_scale=scale,\n",
    "                      mcmc_samples=0)\n",
    "    prophet.fit(ny)\n",
    "    future = prophet.make_future_dataframe(periods=60, freq='D')\n",
    "    future['cap'] = cap\n",
    "    future['floor'] = floor\n",
    "    forecast = prophet.predict(future)\n",
    "    fig = prophet.plot(forecast)\n",
    "    a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Making 6 forecasts with cutoffs between 2020-03-05 00:00:00 and 2020-05-19 00:00:00\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e734f89f409a4de88ef70fdc855538cb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=6.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mape: 56.36%\n"
     ]
    }
   ],
   "source": [
    "prophet = Prophet(growth='linear',\n",
    "                  n_changepoints=25,\n",
    "                  changepoint_range=0.8,\n",
    "                  yearly_seasonality=False,\n",
    "                  weekly_seasonality=True,\n",
    "                  daily_seasonality=False,\n",
    "                  holidays=None,\n",
    "                  seasonality_mode='additive',\n",
    "                  seasonality_prior_scale=10,\n",
    "                  changepoint_prior_scale=.05,\n",
    "                  mcmc_samples=0)\n",
    "prophet.fit(ca)\n",
    "future = prophet.make_future_dataframe(periods=60, freq='D')\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()\n",
    "df_cv = cross_validation(prophet, initial='30 days', period='15 days', horizon = '90 days')\n",
    "df_p = performance_metrics(df_cv)\n",
    "fig = plot_cross_validation_metric(df_cv, metric='mape')\n",
    "plt.show()\n",
    "print('mape:', '{:.2f}%'.format(100 * df_p['mape'].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Making 6 forecasts with cutoffs between 2020-03-05 00:00:00 and 2020-05-19 00:00:00\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8aed49281a844fc4b2993447701bcd45",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=6.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mape: 367.63%\n"
     ]
    }
   ],
   "source": [
    "prophet = Prophet(growth='logistic',\n",
    "                  n_changepoints=25,\n",
    "                  changepoint_range=0.8,\n",
    "                  yearly_seasonality=False,\n",
    "                  weekly_seasonality=True,\n",
    "                  daily_seasonality=False,\n",
    "                  holidays=None,\n",
    "                  seasonality_mode='additive',\n",
    "                  seasonality_prior_scale=10,\n",
    "                  changepoint_prior_scale=.1,\n",
    "                  mcmc_samples=0)\n",
    "prophet.fit(ca)\n",
    "future = prophet.make_future_dataframe(periods=60, freq='D')\n",
    "future['cap'] = cap\n",
    "future['floor'] = floor\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()\n",
    "df_cv = cross_validation(prophet, initial='30 days', period='15 days', horizon = '90 days')\n",
    "df_p = performance_metrics(df_cv)\n",
    "fig = plot_cross_validation_metric(df_cv, metric='mape')\n",
    "plt.show()\n",
    "print('mape:', '{:.2f}%'.format(100 * df_p['mape'].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
